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The Power of Adaptivity in SGD: Self-Tuning Step Sizes with Unbounded Gradients and Affine Variance., , , , , и . COLT, том 178 из Proceedings of Machine Learning Research, стр. 313-355. PMLR, (2022)System level optimization in wireless networks with uncertain customer arrival rates., и . Allerton, стр. 1022-1029. IEEE, (2008)A distributional interpretation of robust optimization., , и . Allerton, стр. 552-556. IEEE, (2010)Contextual Pandora's Box., , , , и . AAAI, стр. 10944-10952. AAAI Press, (2024)Prospective Side Information for Latent MDPs., , , и . ICML, OpenReview.net, (2024)On the Computational and Statistical Complexity of Over-parameterized Matrix Sensing., , , и . J. Mach. Learn. Res., (2024)Asymptotically-Optimal Gaussian Bandits with Side Observations., , , , и . ICML, том 162 из Proceedings of Machine Learning Research, стр. 1057-1077. PMLR, (2022)Second Order Optimality in Decentralized Non-Convex Optimization via Perturbed Gradient Tracking., , и . NeurIPS, (2020)Non-Stationary Bandits under Recharging Payoffs: Improved Planning with Sublinear Regret., , и . NeurIPS, (2022)Beyond Uniform Smoothness: A Stopped Analysis of Adaptive SGD., , , и . COLT, том 195 из Proceedings of Machine Learning Research, стр. 89-160. PMLR, (2023)